NAPSA and Pleural effusion: We also identified pleural effusion predictive gene signatures, including TMPRSS3, MS4A7, NAPSA, and IGFBP2, while liver metastasis predictive markers included WFDC2, HSPB1, COX6C, APOE, and TUBA1A (Fig. 2M).